Learning to Generate Tips from Song Reviews. (April 2023)
- Record Type:
- Journal Article
- Title:
- Learning to Generate Tips from Song Reviews. (April 2023)
- Main Title:
- Learning to Generate Tips from Song Reviews
- Authors:
- Zang, Jingya
Gao, Cuiyun
Chen, Yupan
Xu, Ruifeng
Zhou, Lanjun
Wang, Xuan - Abstract:
- Abstract: Reviews of songs play an important role in online music service platforms. Prior research shows that users can make quicker and more informed decisions when presented with meaningful song reviews. However, reviews of songs are generally long in length and most of them are non-informative for users. It is difficult for users to efficiently grasp meaningful messages for making decisions. To solve this problem, one practical strategy is to provide tips, i.e., short, concise, empathetic, and self-contained descriptions about songs. Tips are produced from song reviews and should express non-trivial insights about the songs. To the best of our knowledge, no prior studies have explored the tip generation task in music domain. In this paper, we create a dataset named MTips for the task and propose a learning-to-generate framework named GenTMS for automatically generating tips from song reviews. The dataset involves 8, 003 Chinese tips/non-tips from 128 songs which are distributed in five different song genres. Experimental results show that GenTMS achieves top-10 precision at 85.56%, outperforming the baseline models by at least 3.34%. Besides, to simulate the practical usage of our proposed framework, we also experiment with previously-unseen songs, during which GenTMS also achieves the best performance with top-10 precision at 78.89% on average. The results demonstrate the effectiveness of the proposed framework in tip generation of the music domain.
- Is Part Of:
- Neural networks. Volume 161(2023)
- Journal:
- Neural networks
- Issue:
- Volume 161(2023)
- Issue Display:
- Volume 161, Issue 2023 (2023)
- Year:
- 2023
- Volume:
- 161
- Issue:
- 2023
- Issue Sort Value:
- 2023-0161-2023-0000
- Page Start:
- 746
- Page End:
- 756
- Publication Date:
- 2023-04
- Subjects:
- Tip generation -- Review ranking -- Pre-trained model -- Song reviews -- Data annotation
Neural computers -- Periodicals
Neural networks (Computer science) -- Periodicals
Neural networks (Neurobiology) -- Periodicals
Nervous System -- Periodicals
Ordinateurs neuronaux -- Périodiques
Réseaux neuronaux (Informatique) -- Périodiques
Réseaux neuronaux (Neurobiologie) -- Périodiques
Neural computers
Neural networks (Computer science)
Neural networks (Neurobiology)
Periodicals
006.32 - Journal URLs:
- http://www.sciencedirect.com/science/journal/08936080 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.neunet.2023.01.049 ↗
- Languages:
- English
- ISSNs:
- 0893-6080
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6081.280800
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British Library HMNTS - ELD Digital store - Ingest File:
- 26310.xml